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Junjie Yang

affiliation not provided to SSRN

SCHOLARLY PAPERS

3

DOWNLOADS

141

TOTAL CITATIONS

0

Scholarly Papers (3)

ReProTS: Reprogrammed Prompting for Time Series Forecasting with Frozen Large Language Models

Number of pages: 16 Posted: 08 Nov 2025
Junjie Yang, Jiqiang Tang, Zunhui Xia and Yali Han
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 37 (1,252,562)

Abstract:

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time series forecasting, Large Language Models, Prompt Reprogramming, Structured Prompt Generation, Cross-Modal Alignment

ReProTS: Reprogrammed Prompting for Time Series Forecasting with Frozen Large Language Models

Number of pages: 16 Posted: 29 Sep 2025
Junjie Yang, Jiqiang Tang, Zunhui Xia and Yali Han
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 26 (1,415,710)

Abstract:

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Time series forecasting, large language models, Prompt Reprogramming, Structured Prompt Generation, Cross-Modal Alignment

2.

D-Stanet: A Delay-Enhanced Spatio-Temporal Attention Network for Traffic Prediction

Number of pages: 22 Posted: 16 Dec 2024
Jiqiang Tang, Junjie Yang and Yuanqiong Zhang
affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 52 (1,041,696)

Abstract:

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Traffic Flow Prediction Spatiotemporal Dependencies Self-Attention MechanismDelay-Aware Module Intelligent Transportation Systems

3.

Reprots: Reprogrammed Prompting for Time Series Forecasting with Frozen Large Language Models

Number of pages: 16 Posted: 14 Jul 2025
Junjie Yang, Jiqiang Tang, Zunhui Xia and Yali Han
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 26 (1,372,601)

Abstract:

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Time Series Forecasting, Large Language Models, Prompt Reprogramming, Structured Prompt Generation, Cross-Modal Alignment